# severian42/GraphRAG-Local-UI

GraphRAG using Local LLMs - Features robust API and multiple apps for Indexing/Prompt Tuning/Query/Chat/Visualizing/Etc. This is meant to be the ultimate GraphRAG/KG local LLM app.

Repository: https://github.com/severian42/GraphRAG-Local-UI
Canonical: https://ross.abutalabs.com/products/graphrag-local-ui
Language: Python
License: MIT
License Family: permissive
Last push: 2024-11-09T02:04:26+00:00

## Health v2 (maintenance only)
Score: 14/100 (v2, computed 2026-09-03T02:20:16.233290+00:00)
- activity 0, release rhythm 8, longevity 55
- inputs: {"age_days": 780, "days_push": 663, "days_rel": null, "gap_med": null, "n_releases_24m": 0}
- flags: none
- formula: round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)

## Adoption (not part of the score)
Stars 2321, forks 294 (observed 2026-08-28T04:06:37.132313+00:00)

## What it is
A local-first GraphRAG application adapted from Microsoft's GraphRAG, providing a FastAPI backend plus Gradio-based UIs for indexing, prompt tuning, querying, chatting, and 2D/3D knowledge graph visualization. It works with local LLMs and embeddings via Ollama or OpenAI-compatible APIs.

## Use cases
- build a knowledge graph rag pipeline with local llms
- visualize a knowledge graph extracted from documents
- chat with my documents using graphrag and ollama
- tune graphrag prompts locally without cloud costs
- run graphrag indexing through a web ui
- query documents with global and local graphrag search

## When to choose
- you want GraphRAG without sending data to cloud LLM providers
- you need an interactive UI for indexing, querying, and graph visualization
- you use Ollama or OpenAI-compatible local model servers
- you want to experiment with knowledge-graph-based retrieval

## When to avoid
- you need a production-hardened, stable system - the project is in transition with potential instability
- you only need simple vector RAG without knowledge graphs
- you require support beyond a Mac Studio M2 tested environment
- you need enterprise support or frequent maintenance

## Facets
- artifact type: application
- maturity: active
- function: rag, llm-inference, data-visualization, chat-interface, web-framework, api-framework
- domain: large-language-models, artificial-intelligence, data-visualization, self-hosted
- platform: python, self-hosted, cross-platform
- tags: graphrag, knowledge-graph, local-llm, ollama, gradio, fastapi, graph-visualization, prompt-tuning, retrieval-augmented-generation, docker

## Member repositories
- severian42/GraphRAG-Local-UI (main) score 14

## Provenance
- Observed fields: from GitHub, fetched 2026-08-28T04:06:37.132313+00:00.
- Health v2: computed from the inputs above; adoption is never an input.
- Inferred fields (summary, facets, guidance): AI-extracted, prompt v1, taxonomy v1, on 2026-08-30T02:38:47.778107+00:00, confidence not recorded.
  - readme: https://github.com/severian42/GraphRAG-Local-UI (fetched 2026-08-28T04:06:37.132313+00:00, sha 5b08ff7322a4)
- Data as of 2026-08-30T08:39:29.467469+00:00.